Data Profiling Report

Dataset statistics

Number of variables	48
Number of observations	32264
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.4 MiB
Average record size in memory	469.3 B

Variable types

Numeric	27
Categorical	21

Alerts

`ATMAmt` is highly overall correlated with `Dep`	High correlation
`Checks` is highly overall correlated with `DDABal` and 2 other fields	High correlation
`DDABal` is highly overall correlated with `Checks` and 1 other fields	High correlation
`Dep` is highly overall correlated with `ATMAmt` and 2 other fields	High correlation
`DepAmt` is highly overall correlated with `Checks` and 2 other fields	High correlation
`HMOwn` is highly overall correlated with `LORes`	High correlation
`HMVal` is highly overall correlated with `Income`	High correlation
`ILS` is highly overall correlated with `ILSBal`	High correlation
`ILSBal` is highly overall correlated with `ILS`	High correlation
`Income` is highly overall correlated with `HMVal`	High correlation
`LORes` is highly overall correlated with `HMOwn`	High correlation
`MM` is highly overall correlated with `MMBal` and 1 other fields	High correlation
`MMBal` is highly overall correlated with `MM` and 1 other fields	High correlation
`MMCred` is highly overall correlated with `MM` and 1 other fields	High correlation
`POS` is highly overall correlated with `POSAmt`	High correlation
`POSAmt` is highly overall correlated with `POS`	High correlation
`CashBk` is highly imbalanced (94.9%)	Imbalance
`NSF` is highly imbalanced (57.3%)	Imbalance
`IRA` is highly imbalanced (70.0%)	Imbalance
`LOC` is highly imbalanced (65.9%)	Imbalance
`ILS` is highly imbalanced (71.5%)	Imbalance
`MTG` is highly imbalanced (71.6%)	Imbalance
`SDB` is highly imbalanced (50.4%)	Imbalance
`Moved` is highly imbalanced (80.7%)	Imbalance
`InArea` is highly imbalanced (75.9%)	Imbalance
`Inv` is highly imbalanced (82.7%)	Imbalance
`ATMAmt` is highly skewed (γ1 = 34.60107902)	Skewed
`CDBal` is highly skewed (γ1 = 24.14072299)	Skewed
`IRABal` is highly skewed (γ1 = 37.66691753)	Skewed
`MTGBal` is highly skewed (γ1 = 82.77244732)	Skewed
`CCBal` is highly skewed (γ1 = 89.22293745)	Skewed
`DepAmt` is highly skewed (γ1 = 30.51064837)	Skewed
`InvBal` is highly skewed (γ1 = 124.8755862)	Skewed
`DDABal` has 5987 (18.6%) zeros	Zeros
`Checks` has 10455 (32.4%) zeros	Zeros
`NSFAmt` has 29455 (91.3%) zeros	Zeros
`Phone` has 27087 (84.0%) zeros	Zeros
`Teller` has 17656 (54.7%) zeros	Zeros
`SavBal` has 17523 (54.3%) zeros	Zeros
`ATMAmt` has 13542 (42.0%) zeros	Zeros
`POS` has 25546 (79.2%) zeros	Zeros
`POSAmt` has 25546 (79.2%) zeros	Zeros
`CDBal` has 28204 (87.4%) zeros	Zeros
`IRABal` has 30694 (95.1%) zeros	Zeros
`LOCBal` has 30439 (94.3%) zeros	Zeros
`ILSBal` has 30664 (95.0%) zeros	Zeros
`MMBal` has 28557 (88.5%) zeros	Zeros
`MMCred` has 30845 (95.6%) zeros	Zeros
`MTGBal` has 30684 (95.1%) zeros	Zeros
`CCBal` has 21154 (65.6%) zeros	Zeros
`CCPurc` has 28742 (89.1%) zeros	Zeros
`Dep` has 7023 (21.8%) zeros	Zeros
`DepAmt` has 7024 (21.8%) zeros	Zeros
`InvBal` has 31786 (98.5%) zeros	Zeros

Reproduction

Analysis started	2024-09-21 05:33:13.661942
Analysis finished	2024-09-21 05:33:40.728076
Duration	27.07 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

AcctAge
Real number (ℝ)

Distinct	442
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7798041

Minimum	0.3
Maximum	61.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.5
Q1	2.1
median	3.9
Q3	6.3
95-th percentile	19.7
Maximum	61.5
Range	61.2
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	6.329251
Coefficient of variation (CV)	1.0950632
Kurtosis	8.4900463
Mean	5.7798041
Median Absolute Deviation (MAD)	1.9
Skewness	2.574452
Sum	186479.6
Variance	40.059418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.9	2642	8.2%
4.3	1179	3.7%
3.8	1046	3.2%
0.3	935	2.9%
0.8	743	2.3%
1.3	616	1.9%
4	608	1.9%
4.2	608	1.9%
1.8	581	1.8%
4.1	570	1.8%
Other values (432)	22736	70.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	935	2.9%
0.4	464	1.4%
0.5	453	1.4%
0.6	418	1.3%
0.7	399	1.2%
0.8	743	2.3%
0.9	405	1.3%
1	361	1.1%
1.1	359	1.1%
1.2	343	1.1%

Value	Count	Frequency (%)
61.5	1	< 0.1%
59.8	1	< 0.1%
56.3	1	< 0.1%
56.2	1	< 0.1%
54.4	1	< 0.1%
53.8	1	< 0.1%
53.3	1	< 0.1%
53.2	1	< 0.1%
52.5	1	< 0.1%
52.4	1	< 0.1%

DDA
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	26316
0	5948

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	26316	81.6%
0	5948	18.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	26316	81.6%
0	5948	18.4%

Most occurring characters

Value	Count	Frequency (%)
1	26316	81.6%
0	5948	18.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	26316	81.6%
0	5948	18.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	26316	81.6%
0	5948	18.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	26316	81.6%
0	5948	18.4%

DDABal
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25017
Distinct (%)	77.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2170.0167

Minimum	-774.83
Maximum	278093.83
Zeros	5987
Zeros (%)	18.6%
Negative	198
Negative (%)	0.6%
Memory size	252.2 KiB

Quantile statistics

Minimum	-774.83
5-th percentile	0
Q1	59.94
median	571.82
Q3	1834.2325
95-th percentile	8297.1965
Maximum	278093.83
Range	278868.66
Interquartile range (IQR)	1774.2925

Descriptive statistics

Standard deviation	7282.727
Coefficient of variation (CV)	3.3560695
Kurtosis	390.32788
Mean	2170.0167
Median Absolute Deviation (MAD)	571.82
Skewness	15.694043
Sum	70013419
Variance	53038113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5987	18.6%
19.64	4	< 0.1%
151.71	4	< 0.1%
3.2	4	< 0.1%
3.78	3	< 0.1%
65.6	3	< 0.1%
152.67	3	< 0.1%
93.7	3	< 0.1%
1078.11	3	< 0.1%
971.82	3	< 0.1%
Other values (25007)	26247	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-774.83	1	< 0.1%
-399.53	1	< 0.1%
-351.4	1	< 0.1%
-336.74	1	< 0.1%
-286.7	1	< 0.1%
-185.63	1	< 0.1%
-182.71	1	< 0.1%
-146.45	1	< 0.1%
-121.06	1	< 0.1%
-109.6	1	< 0.1%

Value	Count	Frequency (%)
278093.83	1	< 0.1%
259734.26	1	< 0.1%
252052.54	1	< 0.1%
247783.59	1	< 0.1%
214068.86	1	< 0.1%
210479.55	1	< 0.1%
205766.18	1	< 0.1%
205122.22	1	< 0.1%
194717.71	1	< 0.1%
188938.66	1	< 0.1%

CashBk
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	31769
1	479
2	13
3	2
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	31769	98.5%
1	479	1.5%
2	13	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31769	98.5%
1	479	1.5%
2	13	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	31769	98.5%
1	479	1.5%
2	13	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31769	98.5%
1	479	1.5%
2	13	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31769	98.5%
1	479	1.5%
2	13	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31769	98.5%
1	479	1.5%
2	13	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Checks
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2599182

Minimum	0
Maximum	49
Zeros	10455
Zeros (%)	32.4%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	7
95-th percentile	15
Maximum	49
Range	49
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.1566429
Coefficient of variation (CV)	1.2105028
Kurtosis	3.7182057
Mean	4.2599182
Median Absolute Deviation (MAD)	2
Skewness	1.7126268
Sum	137442
Variance	26.590966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	10455	32.4%
2	3048	9.4%
1	2671	8.3%
3	2358	7.3%
4	2260	7.0%
5	1735	5.4%
6	1644	5.1%
7	1240	3.8%
8	1225	3.8%
9	908	2.8%
Other values (32)	4720	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10455	32.4%
1	2671	8.3%
2	3048	9.4%
3	2358	7.3%
4	2260	7.0%
5	1735	5.4%
6	1644	5.1%
7	1240	3.8%
8	1225	3.8%
9	908	2.8%

Value	Count	Frequency (%)
49	1	< 0.1%
48	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
38	3	< 0.1%
37	4	< 0.1%
36	3	< 0.1%
35	2	< 0.1%
33	4	< 0.1%
32	5	< 0.1%

DirDep
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	22728
1	9536

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22728	70.4%
1	9536	29.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22728	70.4%
1	9536	29.6%

Most occurring characters

Value	Count	Frequency (%)
0	22728	70.4%
1	9536	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22728	70.4%
1	9536	29.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22728	70.4%
1	9536	29.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22728	70.4%
1	9536	29.6%

NSF
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	29455
1	2809

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	29455	91.3%
1	2809	8.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	29455	91.3%
1	2809	8.7%

Most occurring characters

Value	Count	Frequency (%)
0	29455	91.3%
1	2809	8.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	29455	91.3%
1	2809	8.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	29455	91.3%
1	2809	8.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	29455	91.3%
1	2809	8.7%

NSFAmt
Real number (ℝ)

ZEROS

Distinct	1995
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2905464

Minimum	0
Maximum	666.85
Zeros	29455
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9.3285
Maximum	666.85
Range	666.85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14.363677
Coefficient of variation (CV)	6.2708515
Kurtosis	423.14591
Mean	2.2905464
Median Absolute Deviation (MAD)	0
Skewness	15.558164
Sum	73902.19
Variance	206.31521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29455	91.3%
5.77	6	< 0.1%
3.89	6	< 0.1%
7.02	6	< 0.1%
3.57	6	< 0.1%
3.43	6	< 0.1%
4.56	6	< 0.1%
4.58	6	< 0.1%
3.54	5	< 0.1%
6.13	5	< 0.1%
Other values (1985)	2757	8.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29455	91.3%
0.34	1	< 0.1%
0.42	1	< 0.1%
0.57	1	< 0.1%
0.63	1	< 0.1%
0.73	1	< 0.1%
0.87	1	< 0.1%
0.89	1	< 0.1%
1.02	1	< 0.1%
1.06	1	< 0.1%

Value	Count	Frequency (%)
666.85	1	< 0.1%
632.84	1	< 0.1%
475.58	1	< 0.1%
416.37	1	< 0.1%
352.46	1	< 0.1%
321.1	1	< 0.1%
311.27	1	< 0.1%
306	1	< 0.1%
296.93	1	< 0.1%
286.54	1	< 0.1%

Phone
Real number (ℝ)

ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35364493

Minimum	0
Maximum	30
Zeros	27087
Zeros (%)	84.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	30
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1281921
Coefficient of variation (CV)	3.1901833
Kurtosis	61.669436
Mean	0.35364493
Median Absolute Deviation (MAD)	0
Skewness	6.0221988
Sum	11410
Variance	1.2728175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	27087	84.0%
1	2545	7.9%
2	1255	3.9%
3	602	1.9%
4	293	0.9%
5	169	0.5%
6	119	0.4%
7	55	0.2%
8	46	0.1%
9	27	0.1%
Other values (10)	66	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27087	84.0%
1	2545	7.9%
2	1255	3.9%
3	602	1.9%
4	293	0.9%
5	169	0.5%
6	119	0.4%
7	55	0.2%
8	46	0.1%
9	27	0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
22	2	< 0.1%
20	2	< 0.1%
17	3	< 0.1%
15	3	< 0.1%
14	1	< 0.1%
13	8	< 0.1%
12	11	< 0.1%
11	12	< 0.1%
10	23	0.1%

Teller
Real number (ℝ)

ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3652678

Minimum	0
Maximum	27
Zeros	17656
Zeros (%)	54.7%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	27
Range	27
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.2837649
Coefficient of variation (CV)	1.6727596
Kurtosis	12.08241
Mean	1.3652678
Median Absolute Deviation (MAD)	0
Skewness	2.8097136
Sum	44049
Variance	5.2155819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	17656	54.7%
1	4918	15.2%
2	3240	10.0%
3	2108	6.5%
4	1456	4.5%
5	992	3.1%
6	620	1.9%
7	414	1.3%
8	287	0.9%
9	180	0.6%
Other values (17)	393	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17656	54.7%
1	4918	15.2%
2	3240	10.0%
3	2108	6.5%
4	1456	4.5%
5	992	3.1%
6	620	1.9%
7	414	1.3%
8	287	0.9%
9	180	0.6%

Value	Count	Frequency (%)
27	1	< 0.1%
25	3	< 0.1%
24	2	< 0.1%
23	2	< 0.1%
22	4	< 0.1%
21	4	< 0.1%
20	5	< 0.1%
19	8	< 0.1%
18	8	< 0.1%
17	10	< 0.1%

Sav
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	17200
1	15064

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	17200	53.3%
1	15064	46.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	17200	53.3%
1	15064	46.7%

Most occurring characters

Value	Count	Frequency (%)
0	17200	53.3%
1	15064	46.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17200	53.3%
1	15064	46.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	17200	53.3%
1	15064	46.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	17200	53.3%
1	15064	46.7%

SavBal
Real number (ℝ)

ZEROS

Distinct	14154
Distinct (%)	43.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3170.6037

Minimum	0
Maximum	700026.94
Zeros	17523
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1215.815
95-th percentile	15279.469
Maximum	700026.94
Range	700026.94
Interquartile range (IQR)	1215.815

Descriptive statistics

Standard deviation	13397.147
Coefficient of variation (CV)	4.2254246
Kurtosis	507.0017
Mean	3170.6037
Median Absolute Deviation (MAD)	0
Skewness	16.264136
Sum	1.0229636 × 10⁸
Variance	1.7948355 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17523	54.3%
0.01	16	< 0.1%
0.03	11	< 0.1%
0.04	11	< 0.1%
0.02	10	< 0.1%
0.12	9	< 0.1%
0.09	8	< 0.1%
0.07	7	< 0.1%
0.11	5	< 0.1%
0.16	5	< 0.1%
Other values (14144)	14659	45.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17523	54.3%
0.01	16	< 0.1%
0.02	10	< 0.1%
0.03	11	< 0.1%
0.04	11	< 0.1%
0.05	4	< 0.1%
0.06	5	< 0.1%
0.07	7	< 0.1%
0.08	2	< 0.1%
0.09	8	< 0.1%

Value	Count	Frequency (%)
700026.94	1	< 0.1%
609587.72	1	< 0.1%
409776.97	1	< 0.1%
346059.27	1	< 0.1%
327083.18	1	< 0.1%
317437.98	1	< 0.1%
306453.15	1	< 0.1%
303899.62	1	< 0.1%
293099.86	1	< 0.1%
283499.98	1	< 0.1%

ATM
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	19679
0	12585

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	19679	61.0%
0	12585	39.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	19679	61.0%
0	12585	39.0%

Most occurring characters

Value	Count	Frequency (%)
1	19679	61.0%
0	12585	39.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	19679	61.0%
0	12585	39.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	19679	61.0%
0	12585	39.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	19679	61.0%
0	12585	39.0%

ATMAmt
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	17886
Distinct (%)	55.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1235.4147

Minimum	0
Maximum	427731.26
Zeros	13542
Zeros (%)	42.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	136.275
Q3	1202.7975
95-th percentile	5023.15
Maximum	427731.26
Range	427731.26
Interquartile range (IQR)	1202.7975

Descriptive statistics

Standard deviation	4462.2819
Coefficient of variation (CV)	3.611971
Kurtosis	2712.1869
Mean	1235.4147
Median Absolute Deviation (MAD)	136.275
Skewness	34.601079
Sum	39859419
Variance	19911960
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13542	42.0%
5.8	6	< 0.1%
11.03	5	< 0.1%
5.82	5	< 0.1%
11.33	5	< 0.1%
80.89	5	< 0.1%
11.21	5	< 0.1%
11.39	5	< 0.1%
10.81	5	< 0.1%
5.64	4	< 0.1%
Other values (17876)	18677	57.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13542	42.0%
0.6	1	< 0.1%
1.39	1	< 0.1%
1.43	1	< 0.1%
3.7	1	< 0.1%
4.04	1	< 0.1%
5.08	1	< 0.1%
5.34	1	< 0.1%
5.35	3	< 0.1%
5.36	2	< 0.1%

Value	Count	Frequency (%)
427731.26	1	< 0.1%
130071.76	1	< 0.1%
127403.36	1	< 0.1%
96863.42	1	< 0.1%
96370.46	1	< 0.1%
94645.47	1	< 0.1%
94257.37	1	< 0.1%
91323.47	1	< 0.1%
90777.08	1	< 0.1%
85982.49	1	< 0.1%

POS
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.93788743

Minimum	0
Maximum	54
Zeros	25546
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	54
Range	54
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.7211675
Coefficient of variation (CV)	2.9013796
Kurtosis	36.011294
Mean	0.93788743
Median Absolute Deviation (MAD)	0
Skewness	4.898138
Sum	30260
Variance	7.4047524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	25546	79.2%
1	1731	5.4%
2	1201	3.7%
4	734	2.3%
3	667	2.1%
5	524	1.6%
6	445	1.4%
8	272	0.8%
7	219	0.7%
9	210	0.7%
Other values (30)	715	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25546	79.2%
1	1731	5.4%
2	1201	3.7%
3	667	2.1%
4	734	2.3%
5	524	1.6%
6	445	1.4%
7	219	0.7%
8	272	0.8%
9	210	0.7%

Value	Count	Frequency (%)
54	1	< 0.1%
47	1	< 0.1%
43	1	< 0.1%
38	1	< 0.1%
36	2	< 0.1%
35	1	< 0.1%
34	3	< 0.1%
33	2	< 0.1%
32	2	< 0.1%
30	2	< 0.1%

POSAmt
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6163
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.658763

Minimum	0
Maximum	3293.49
Zeros	25546
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	274.507
Maximum	3293.49
Range	3293.49
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	129.01181
Coefficient of variation (CV)	3.0242746
Kurtosis	58.064611
Mean	42.658763
Median Absolute Deviation (MAD)	0
Skewness	5.7282807
Sum	1376342.3
Variance	16644.048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25546	79.2%
79.88	4	< 0.1%
80.61	4	< 0.1%
80.58	4	< 0.1%
38.38	4	< 0.1%
76.73	4	< 0.1%
64.5	3	< 0.1%
57.8	3	< 0.1%
28.27	3	< 0.1%
30.75	3	< 0.1%
Other values (6153)	6686	20.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25546	79.2%
5.47	1	< 0.1%
6.22	1	< 0.1%
6.88	1	< 0.1%
7.72	1	< 0.1%
7.99	1	< 0.1%
8.11	1	< 0.1%
8.16	1	< 0.1%
8.2	1	< 0.1%
8.33	1	< 0.1%

Value	Count	Frequency (%)
3293.49	1	< 0.1%
2933.83	1	< 0.1%
2608.43	1	< 0.1%
2546.25	1	< 0.1%
2173.67	1	< 0.1%
1885.51	1	< 0.1%
1703.69	1	< 0.1%
1656.18	1	< 0.1%
1626.87	1	< 0.1%
1625.25	1	< 0.1%

CD
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	28204
1	4060

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	28204	87.4%
1	4060	12.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	28204	87.4%
1	4060	12.6%

Most occurring characters

Value	Count	Frequency (%)
0	28204	87.4%
1	4060	12.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28204	87.4%
1	4060	12.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28204	87.4%
1	4060	12.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28204	87.4%
1	4060	12.6%

CDBal
Real number (ℝ)

SKEWED ZEROS

Distinct	690
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2530.7091

Minimum	0
Maximum	1053900
Zeros	28204
Zeros (%)	87.4%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10000
Maximum	1053900
Range	1053900
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14811.781
Coefficient of variation (CV)	5.8528184
Kurtosis	1154.4064
Mean	2530.7091
Median Absolute Deviation (MAD)	0
Skewness	24.140723
Sum	81650800
Variance	2.1938886 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28204	87.4%
8000	160	0.5%
4000	86	0.3%
8100	80	0.2%
800	69	0.2%
8200	67	0.2%
8400	61	0.2%
8300	61	0.2%
1600	58	0.2%
16000	57	0.2%
Other values (680)	3361	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28204	87.4%
300	23	0.1%
400	7	< 0.1%
500	31	0.1%
600	3	< 0.1%
700	5	< 0.1%
800	69	0.2%
900	5	< 0.1%
1000	6	< 0.1%
1100	25	0.1%

Value	Count	Frequency (%)
1053900	1	< 0.1%
688700	1	< 0.1%
613600	1	< 0.1%
455000	1	< 0.1%
388800	1	< 0.1%
386700	1	< 0.1%
339600	1	< 0.1%
333300	1	< 0.1%
331900	1	< 0.1%
320000	1	< 0.1%

IRA
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	30545
1	1719

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30545	94.7%
1	1719	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30545	94.7%
1	1719	5.3%

Most occurring characters

Value	Count	Frequency (%)
0	30545	94.7%
1	1719	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30545	94.7%
1	1719	5.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30545	94.7%
1	1719	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30545	94.7%
1	1719	5.3%

IRABal
Real number (ℝ)

SKEWED ZEROS

Distinct	1561
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	617.57045

Minimum	0
Maximum	596497.6
Zeros	30694
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	596497.6
Range	596497.6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7516.5648
Coefficient of variation (CV)	12.171186
Kurtosis	2111.782
Mean	617.57045
Median Absolute Deviation (MAD)	0
Skewness	37.666918
Sum	19925293
Variance	56498747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30694	95.1%
0.01	4	< 0.1%
0.42	3	< 0.1%
6295.21	2	< 0.1%
0.02	2	< 0.1%
1977.77	2	< 0.1%
0.2	2	< 0.1%
0.1	2	< 0.1%
4900.85	1	< 0.1%
10574.51	1	< 0.1%
Other values (1551)	1551	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30694	95.1%
0.01	4	< 0.1%
0.02	2	< 0.1%
0.04	1	< 0.1%
0.06	1	< 0.1%
0.1	2	< 0.1%
0.12	1	< 0.1%
0.18	1	< 0.1%
0.2	2	< 0.1%
0.21	1	< 0.1%

Value	Count	Frequency (%)
596497.6	1	< 0.1%
417021.52	1	< 0.1%
415656.63	1	< 0.1%
285339.77	1	< 0.1%
266220.76	1	< 0.1%
265019.9	1	< 0.1%
233757.2	1	< 0.1%
220761.53	1	< 0.1%
200389.81	1	< 0.1%
197663.61	1	< 0.1%

LOC
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	30219
1	2045

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30219	93.7%
1	2045	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30219	93.7%
1	2045	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	30219	93.7%
1	2045	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30219	93.7%
1	2045	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30219	93.7%
1	2045	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30219	93.7%
1	2045	6.3%

LOCBal
Real number (ℝ)

ZEROS

Distinct	1813
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1175.2194

Minimum	-613
Maximum	523147.24
Zeros	30439
Zeros (%)	94.3%
Negative	15
Negative (%)	< 0.1%
Memory size	252.2 KiB

Quantile statistics

Minimum	-613
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	258.11
Maximum	523147.24
Range	523760.24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9605.2845
Coefficient of variation (CV)	8.1731844
Kurtosis	642.15685
Mean	1175.2194
Median Absolute Deviation (MAD)	0
Skewness	19.864465
Sum	37917277
Variance	92261490
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30439	94.3%
0.02	3	< 0.1%
0.01	3	< 0.1%
-0.02	2	< 0.1%
0.06	2	< 0.1%
396.07	2	< 0.1%
0.04	2	< 0.1%
6.65	2	< 0.1%
25.23	2	< 0.1%
9.38	2	< 0.1%
Other values (1803)	1805	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-613	1	< 0.1%
-71.61	1	< 0.1%
-18.54	1	< 0.1%
-16.4	1	< 0.1%
-6.86	1	< 0.1%
-0.69	1	< 0.1%
-0.25	1	< 0.1%
-0.23	1	< 0.1%
-0.21	1	< 0.1%
-0.18	1	< 0.1%

Value	Count	Frequency (%)
523147.24	1	< 0.1%
367098.2	1	< 0.1%
363133.1	1	< 0.1%
353824.24	1	< 0.1%
314552.5	1	< 0.1%
292563.11	1	< 0.1%
272553.4	1	< 0.1%
251774.61	1	< 0.1%
250979.29	1	< 0.1%
201643.53	1	< 0.1%

ILS
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	30664
1	1600

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30664	95.0%
1	1600	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30664	95.0%
1	1600	5.0%

Most occurring characters

Value	Count	Frequency (%)
0	30664	95.0%
1	1600	5.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30664	95.0%
1	1600	5.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30664	95.0%
1	1600	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30664	95.0%
1	1600	5.0%

ILSBal
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1583
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	517.56923

Minimum	0
Maximum	29162.79
Zeros	30664
Zeros (%)	95.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	29162.79
Range	29162.79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2285.1871
Coefficient of variation (CV)	4.4152297
Kurtosis	18.261148
Mean	517.56923
Median Absolute Deviation (MAD)	0
Skewness	4.3394264
Sum	16698854
Variance	5222079.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30664	95.0%
10080.08	2	< 0.1%
10216.85	2	< 0.1%
10025.1	2	< 0.1%
10023.32	2	< 0.1%
10149.56	2	< 0.1%
10150.23	2	< 0.1%
10050.77	2	< 0.1%
10235.07	2	< 0.1%
10059.81	2	< 0.1%
Other values (1573)	1582	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30664	95.0%
9690.09	1	< 0.1%
9746.76	1	< 0.1%
9747.58	1	< 0.1%
9753.42	1	< 0.1%
9762.51	1	< 0.1%
9764.8	1	< 0.1%
9774.45	1	< 0.1%
9777.62	1	< 0.1%
9787.52	1	< 0.1%

Value	Count	Frequency (%)
29162.79	1	< 0.1%
26806.59	1	< 0.1%
24634.63	1	< 0.1%
24323.12	1	< 0.1%
23920.97	1	< 0.1%
23156.66	1	< 0.1%
22214.63	1	< 0.1%
20327.67	1	< 0.1%
19492.97	1	< 0.1%
17472.25	1	< 0.1%

MM
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	28557
1	3707

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	28557	88.5%
1	3707	11.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	28557	88.5%
1	3707	11.5%

Most occurring characters

Value	Count	Frequency (%)
0	28557	88.5%
1	3707	11.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28557	88.5%
1	3707	11.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28557	88.5%
1	3707	11.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28557	88.5%
1	3707	11.5%

MMBal
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3668
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1875.7632

Minimum	0
Maximum	120801.11
Zeros	28557
Zeros (%)	88.5%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	15237.734
Maximum	120801.11
Range	120801.11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5484.4796
Coefficient of variation (CV)	2.9238656
Kurtosis	24.476454
Mean	1875.7632
Median Absolute Deviation (MAD)	0
Skewness	3.612812
Sum	60519624
Variance	30079516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28557	88.5%
15009.34	2	< 0.1%
15032.1	2	< 0.1%
15095.32	2	< 0.1%
15039.94	2	< 0.1%
15036.32	2	< 0.1%
15108.58	2	< 0.1%
16416.8	2	< 0.1%
15708.15	2	< 0.1%
14993.58	2	< 0.1%
Other values (3658)	3689	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28557	88.5%
940.92	1	< 0.1%
955.75	1	< 0.1%
1008.6	1	< 0.1%
1014.44	1	< 0.1%
1031.14	1	< 0.1%
1050.83	1	< 0.1%
1082	1	< 0.1%
3013.34	1	< 0.1%
3345.12	1	< 0.1%

Value	Count	Frequency (%)
120801.11	1	< 0.1%
107028.55	1	< 0.1%
83708.03	1	< 0.1%
74759.18	1	< 0.1%
71356.94	1	< 0.1%
68965.92	1	< 0.1%
65967.26	1	< 0.1%
64096.16	1	< 0.1%
59833.12	1	< 0.1%
59236.83	1	< 0.1%

MMCred
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.056378626

Minimum	0
Maximum	5
Zeros	30845
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2874843
Coefficient of variation (CV)	5.0991717
Kurtosis	47.913755
Mean	0.056378626
Median Absolute Deviation (MAD)	0
Skewness	6.2232719
Sum	1819
Variance	0.082647221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	30845	95.6%
1	1080	3.3%
2	288	0.9%
3	45	0.1%
5	4	< 0.1%
4	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30845	95.6%
1	1080	3.3%
2	288	0.9%
3	45	0.1%
4	2	< 0.1%
5	4	< 0.1%

Value	Count	Frequency (%)
5	4	< 0.1%
4	2	< 0.1%
3	45	0.1%
2	288	0.9%
1	1080	3.3%
0	30845	95.6%

MTG
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	30672
1	1592

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30672	95.1%
1	1592	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30672	95.1%
1	1592	4.9%

Most occurring characters

Value	Count	Frequency (%)
0	30672	95.1%
1	1592	4.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30672	95.1%
1	1592	4.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30672	95.1%
1	1592	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30672	95.1%
1	1592	4.9%

MTGBal
Real number (ℝ)

SKEWED ZEROS

Distinct	1581
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8081.736

Minimum	0
Maximum	10887573
Zeros	30684
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10887573
Range	10887573
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	79794.116
Coefficient of variation (CV)	9.873388
Kurtosis	10782.473
Mean	8081.736
Median Absolute Deviation (MAD)	0
Skewness	82.772447
Sum	2.6074913 × 10⁸
Variance	6.3671009 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30684	95.1%
31311.62	1	< 0.1%
233898.51	1	< 0.1%
75818.8	1	< 0.1%
161148.94	1	< 0.1%
346066.23	1	< 0.1%
62.64	1	< 0.1%
112655.17	1	< 0.1%
390245.1	1	< 0.1%
136883.11	1	< 0.1%
Other values (1571)	1571	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30684	95.1%
62.64	1	< 0.1%
179.08	1	< 0.1%
475.49	1	< 0.1%
492.8	1	< 0.1%
638.42	1	< 0.1%
1017.89	1	< 0.1%
1209.51	1	< 0.1%
1395.73	1	< 0.1%
1533.42	1	< 0.1%

Value	Count	Frequency (%)
10887573.28	1	< 0.1%
2409908.24	1	< 0.1%
1789737.52	1	< 0.1%
1722670.2	1	< 0.1%
1628532.38	1	< 0.1%
1618065.41	1	< 0.1%
1550473.48	1	< 0.1%
1237499.9	1	< 0.1%
1202195.14	1	< 0.1%
1156708.17	1	< 0.1%

CC
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	18674
1	13590

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	18674	57.9%
1	13590	42.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	18674	57.9%
1	13590	42.1%

Most occurring characters

Value	Count	Frequency (%)
0	18674	57.9%
1	13590	42.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18674	57.9%
1	13590	42.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18674	57.9%
1	13590	42.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18674	57.9%
1	13590	42.1%

CCBal
Real number (ℝ)

SKEWED ZEROS

Distinct	10818
Distinct (%)	33.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8358.5206

Minimum	-2060.51
Maximum	10641355
Zeros	21154
Zeros (%)	65.6%
Negative	125
Negative (%)	0.4%
Memory size	252.2 KiB

Quantile statistics

Minimum	-2060.51
5-th percentile	0
Q1	0
median	0
Q3	218.05
95-th percentile	32776.589
Maximum	10641355
Range	10643415
Interquartile range (IQR)	218.05

Descriptive statistics

Standard deviation	76060.1
Coefficient of variation (CV)	9.0997084
Kurtosis	11938.558
Mean	8358.5206
Median Absolute Deviation (MAD)	0
Skewness	89.222937
Sum	2.6967931 × 10⁸
Variance	5.7851388 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21154	65.6%
14.47	4	< 0.1%
25.51	3	< 0.1%
0.02	3	< 0.1%
12.95	3	< 0.1%
462.3	3	< 0.1%
2.84	3	< 0.1%
336.99	3	< 0.1%
4.54	3	< 0.1%
36.75	3	< 0.1%
Other values (10808)	11082	34.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2060.51	1	< 0.1%
-1903.99	1	< 0.1%
-1096.66	1	< 0.1%
-897.46	1	< 0.1%
-698.55	1	< 0.1%
-577.53	1	< 0.1%
-429.1	1	< 0.1%
-375.12	1	< 0.1%
-311.88	1	< 0.1%
-234.35	1	< 0.1%

Value	Count	Frequency (%)
10641354.78	1	< 0.1%
2820820.27	1	< 0.1%
1848441.07	1	< 0.1%
1593806.74	1	< 0.1%
1576808.43	1	< 0.1%
1524355.79	1	< 0.1%
1384201.82	1	< 0.1%
1158581.81	1	< 0.1%
1101161	1	< 0.1%
1066037.06	1	< 0.1%

CCPurc
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13442227

Minimum	0
Maximum	5
Zeros	28742
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.42091475
Coefficient of variation (CV)	3.1312874
Kurtosis	16.884232
Mean	0.13442227
Median Absolute Deviation (MAD)	0
Skewness	3.7349493
Sum	4337
Variance	0.17716922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	28742	89.1%
1	2850	8.8%
2	550	1.7%
3	103	0.3%
4	17	0.1%
5	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28742	89.1%
1	2850	8.8%
2	550	1.7%
3	103	0.3%
4	17	0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	17	0.1%
3	103	0.3%
2	550	1.7%
1	2850	8.8%
0	28742	89.1%

SDB
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	28758
1	3506

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	28758	89.1%
1	3506	10.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	28758	89.1%
1	3506	10.9%

Most occurring characters

Value	Count	Frequency (%)
0	28758	89.1%
1	3506	10.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28758	89.1%
1	3506	10.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28758	89.1%
1	3506	10.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28758	89.1%
1	3506	10.9%

Income
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.587342

Minimum	0
Maximum	233
Zeros	30
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	23
median	35
Q3	49
95-th percentile	91
Maximum	233
Range	233
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	25.922551
Coefficient of variation (CV)	0.6548192
Kurtosis	4.3579365
Mean	39.587342
Median Absolute Deviation (MAD)	13
Skewness	1.6562366
Sum	1277246
Variance	671.97867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	6408	19.9%
20	782	2.4%
15	736	2.3%
25	722	2.2%
30	693	2.1%
40	590	1.8%
10	582	1.8%
45	504	1.6%
19	450	1.4%
18	439	1.4%
Other values (193)	20358	63.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	0.1%
1	46	0.1%
2	88	0.3%
3	144	0.4%
4	185	0.6%
5	343	1.1%
6	247	0.8%
7	249	0.8%
8	298	0.9%
9	338	1.0%

Value	Count	Frequency (%)
233	1	< 0.1%
232	1	< 0.1%
225	2	< 0.1%
224	2	< 0.1%
220	1	< 0.1%
218	1	< 0.1%
215	1	< 0.1%
210	1	< 0.1%
207	1	< 0.1%
206	1	< 0.1%

HMOwn
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	20018
0	12246

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	20018	62.0%
0	12246	38.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	20018	62.0%
0	12246	38.0%

Most occurring characters

Value	Count	Frequency (%)
1	20018	62.0%
0	12246	38.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	20018	62.0%
0	12246	38.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	20018	62.0%
0	12246	38.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	20018	62.0%
0	12246	38.0%

LORes
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9150446

Minimum	0.5
Maximum	19.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0.5
5-th percentile	3
Q1	5
median	6.5
Q3	8.5
95-th percentile	11.5
Maximum	19.5
Range	19
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	2.578466
Coefficient of variation (CV)	0.37287771
Kurtosis	0.38996347
Mean	6.9150446
Median Absolute Deviation (MAD)	1.5
Skewness	0.59932307
Sum	223107
Variance	6.648487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
6.5	7333	22.7%
5	1708	5.3%
5.5	1689	5.2%
4.5	1681	5.2%
4	1667	5.2%
6	1659	5.1%
7	1519	4.7%
7.5	1510	4.7%
8	1507	4.7%
3.5	1380	4.3%
Other values (29)	10611	32.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	2	< 0.1%
1	15	< 0.1%
1.5	90	0.3%
2	289	0.9%
2.5	564	1.7%
3	973	3.0%
3.5	1380	4.3%
4	1667	5.2%
4.5	1681	5.2%
5	1708	5.3%

Value	Count	Frequency (%)
19.5	1	< 0.1%
19	1	< 0.1%
18.5	4	< 0.1%
18	5	< 0.1%
17.5	10	< 0.1%
17	8	< 0.1%
16.5	14	< 0.1%
16	21	0.1%
15.5	30	0.1%
15	59	0.2%

HMVal
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.21104

Minimum	67
Maximum	754
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	67
5-th percentile	87
Q1	100
median	107
Q3	117
95-th percentile	143
Maximum	754
Range	687
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	19.942541
Coefficient of variation (CV)	0.18094867
Kurtosis	109.41518
Mean	110.21104
Median Absolute Deviation (MAD)	8
Skewness	5.7655761
Sum	3555849
Variance	397.70493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	6427	19.9%
102	711	2.2%
99	680	2.1%
100	678	2.1%
106	677	2.1%
104	677	2.1%
101	676	2.1%
98	663	2.1%
103	657	2.0%
97	641	2.0%
Other values (193)	19777	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67	2	< 0.1%
68	1	< 0.1%
69	2	< 0.1%
70	8	< 0.1%
71	4	< 0.1%
72	5	< 0.1%
73	14	< 0.1%
74	16	< 0.1%
75	28	0.1%
76	31	0.1%

Value	Count	Frequency (%)
754	1	< 0.1%
625	1	< 0.1%
610	1	< 0.1%
598	1	< 0.1%
589	1	< 0.1%
515	1	< 0.1%
488	1	< 0.1%
462	1	< 0.1%
458	1	< 0.1%
412	1	< 0.1%

Age
Real number (ℝ)

Distinct	79
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.942444

Minimum	16
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	16
5-th percentile	26
Q1	40
median	48
Q3	55
95-th percentile	70
Maximum	94
Range	78
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.644511
Coefficient of variation (CV)	0.26374356
Kurtosis	0.35734486
Mean	47.942444
Median Absolute Deviation (MAD)	7
Skewness	0.18130127
Sum	1546815
Variance	159.88365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	7105	22.0%
44	715	2.2%
51	707	2.2%
46	699	2.2%
50	695	2.2%
45	689	2.1%
49	672	2.1%
53	666	2.1%
47	664	2.1%
41	657	2.0%
Other values (69)	18995	58.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	65	0.2%
17	72	0.2%
18	86	0.3%
19	105	0.3%
20	127	0.4%
21	130	0.4%
22	174	0.5%
23	190	0.6%
24	230	0.7%
25	255	0.8%

Value	Count	Frequency (%)
94	8	< 0.1%
93	1	< 0.1%
92	11	< 0.1%
91	12	< 0.1%
90	11	< 0.1%
89	15	< 0.1%
88	21	0.1%
87	26	0.1%
86	25	0.1%
85	25	0.1%

CRScore
Real number (ℝ)

Distinct	285
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	666.50462

Minimum	509
Maximum	820
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	509
5-th percentile	600
Q1	640
median	667
Q3	693
95-th percentile	732
Maximum	820
Range	311
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	39.968053
Coefficient of variation (CV)	0.059966656
Kurtosis	0.079399312
Mean	666.50462
Median Absolute Deviation (MAD)	26
Skewness	0.01047643
Sum	21504105
Variance	1597.4453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
667	1011	3.1%
665	337	1.0%
672	334	1.0%
670	331	1.0%
668	330	1.0%
674	327	1.0%
659	324	1.0%
678	320	1.0%
652	317	1.0%
671	317	1.0%
Other values (275)	28316	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
509	1	< 0.1%
518	1	< 0.1%
520	1	< 0.1%
524	1	< 0.1%
525	1	< 0.1%
526	1	< 0.1%
530	2	< 0.1%
532	1	< 0.1%
533	1	< 0.1%
534	3	< 0.1%

Value	Count	Frequency (%)
820	1	< 0.1%
817	1	< 0.1%
813	1	< 0.1%
811	1	< 0.1%
810	1	< 0.1%
807	3	< 0.1%
805	2	< 0.1%
804	1	< 0.1%
803	1	< 0.1%
802	3	< 0.1%

Moved
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	31308
1	956

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	31308	97.0%
1	956	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31308	97.0%
1	956	3.0%

Most occurring characters

Value	Count	Frequency (%)
0	31308	97.0%
1	956	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31308	97.0%
1	956	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31308	97.0%
1	956	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31308	97.0%
1	956	3.0%

InArea
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	30983
0	1281

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	30983	96.0%
0	1281	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	30983	96.0%
0	1281	4.0%

Most occurring characters

Value	Count	Frequency (%)
1	30983	96.0%
0	1281	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	30983	96.0%
0	1281	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	30983	96.0%
0	1281	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	30983	96.0%
0	1281	4.0%

Ins
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	21089
1	11175

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	21089	65.4%
1	11175	34.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21089	65.4%
1	11175	34.6%

Most occurring characters

Value	Count	Frequency (%)
0	21089	65.4%
1	11175	34.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21089	65.4%
1	11175	34.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21089	65.4%
1	11175	34.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21089	65.4%
1	11175	34.6%

Branch
Categorical

Distinct	19
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

B4	5633
B2	5345
B3	2844
B1	2819
B5	2752
Other values (14)	12871

Length

Max length	3
Median length	2
Mean length	2.2517047
Min length	2

Characters and Unicode

Total characters	72649
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B17
2nd row	B2
3rd row	B3
4th row	B1
5th row	B1

Common Values

Value	Count	Frequency (%)
B4	5633	17.5%
B2	5345	16.6%
B3	2844	8.8%
B1	2819	8.7%
B5	2752	8.5%
B15	2235	6.9%
B16	1534	4.8%
B6	1438	4.5%
B7	1413	4.4%
B8	1341	4.2%
Other values (9)	4910	15.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b4	5633	17.5%
b2	5345	16.6%
b3	2844	8.8%
b1	2819	8.7%
b5	2752	8.5%
b15	2235	6.9%
b16	1534	4.8%
b6	1438	4.5%
b7	1413	4.4%
b8	1341	4.2%
Other values (9)	4910	15.2%

Most occurring characters

Value	Count	Frequency (%)
B	32264	44.4%
1	11187	15.4%
4	6705	9.2%
2	5894	8.1%
5	4987	6.9%
3	3379	4.7%
6	2972	4.1%
7	2263	3.1%
8	1882	2.6%
9	843	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40385	55.6%
Uppercase Letter	32264	44.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	11187	27.7%
4	6705	16.6%
2	5894	14.6%
5	4987	12.3%
3	3379	8.4%
6	2972	7.4%
7	2263	5.6%
8	1882	4.7%
9	843	2.1%
0	273	0.7%

Uppercase Letter

Value	Count	Frequency (%)
B	32264	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	40385	55.6%
Latin	32264	44.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	11187	27.7%
4	6705	16.6%
2	5894	14.6%
5	4987	12.3%
3	3379	8.4%
6	2972	7.4%
7	2263	5.6%
8	1882	4.7%
9	843	2.1%
0	273	0.7%

Latin

Value	Count	Frequency (%)
B	32264	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	72649	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	32264	44.4%
1	11187	15.4%
4	6705	9.2%
2	5894	8.1%
5	4987	6.9%
3	3379	4.7%
6	2972	4.1%
7	2263	3.1%
8	1882	2.6%
9	843	1.2%

Res
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

U	12681
S	11506
R	8077

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	R
2nd row	R
3rd row	S
4th row	S
5th row	S

Common Values

Value	Count	Frequency (%)
U	12681	39.3%
S	11506	35.7%
R	8077	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
u	12681	39.3%
s	11506	35.7%
r	8077	25.0%

Most occurring characters

Value	Count	Frequency (%)
U	12681	39.3%
S	11506	35.7%
R	8077	25.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	32264	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	12681	39.3%
S	11506	35.7%
R	8077	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32264	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	12681	39.3%
S	11506	35.7%
R	8077	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
U	12681	39.3%
S	11506	35.7%
R	8077	25.0%

Dep
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1346082

Minimum	0
Maximum	28
Zeros	7023
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	28
Range	28
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7217969
Coefficient of variation (CV)	0.80661028
Kurtosis	4.5281284
Mean	2.1346082
Median Absolute Deviation (MAD)	1
Skewness	1.096764
Sum	68871
Variance	2.9645847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
2	9345	29.0%
0	7023	21.8%
3	5846	18.1%
1	4227	13.1%
4	2799	8.7%
5	1916	5.9%
6	630	2.0%
7	242	0.8%
8	130	0.4%
9	51	0.2%
Other values (11)	55	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7023	21.8%
1	4227	13.1%
2	9345	29.0%
3	5846	18.1%
4	2799	8.7%
5	1916	5.9%
6	630	2.0%
7	242	0.8%
8	130	0.4%
9	51	0.2%

Value	Count	Frequency (%)
28	1	< 0.1%
21	1	< 0.1%
20	2	< 0.1%
19	1	< 0.1%
17	1	< 0.1%
15	2	< 0.1%
14	3	< 0.1%
13	2	< 0.1%
12	5	< 0.1%
11	14	< 0.1%

DepAmt
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	24535
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2232.7602

Minimum	0
Maximum	484893.67
Zeros	7024
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	252.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	149.65
median	1103.62
Q3	2439.53
95-th percentile	7069.483
Maximum	484893.67
Range	484893.67
Interquartile range (IQR)	2289.88

Descriptive statistics

Standard deviation	6704.2923
Coefficient of variation (CV)	3.0026925
Kurtosis	1618.1745
Mean	2232.7602
Median Absolute Deviation (MAD)	1101.125
Skewness	30.510648
Sum	72037775
Variance	44947535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7024	21.8%
0.01	4	< 0.1%
15.24	3	< 0.1%
494.17	3	< 0.1%
920.99	3	< 0.1%
1218.19	3	< 0.1%
1117.85	3	< 0.1%
844.18	3	< 0.1%
902.96	3	< 0.1%
906.92	3	< 0.1%
Other values (24525)	25212	78.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7024	21.8%
0.01	4	< 0.1%
0.06	1	< 0.1%
0.19	1	< 0.1%
0.38	1	< 0.1%
0.41	1	< 0.1%
0.45	1	< 0.1%
0.49	1	< 0.1%
0.53	1	< 0.1%
0.85	1	< 0.1%

Value	Count	Frequency (%)
484893.67	1	< 0.1%
387684.61	1	< 0.1%
359618.47	1	< 0.1%
271421.4	1	< 0.1%
229528.59	1	< 0.1%
162596.53	1	< 0.1%
160811.78	1	< 0.1%
150025.47	1	< 0.1%
135312.56	1	< 0.1%
129348.34	1	< 0.1%

Inv
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	31429
1	835

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	32264
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	31429	97.4%
1	835	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31429	97.4%
1	835	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	31429	97.4%
1	835	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31429	97.4%
1	835	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	32264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31429	97.4%
1	835	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31429	97.4%
1	835	2.6%

InvBal
Real number (ℝ)

SKEWED ZEROS

Distinct	479
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1394.3178

Minimum	-2214.92
Maximum	8323796
Zeros	31786
Zeros (%)	98.5%
Negative	2
Negative (%)	< 0.1%
Memory size	252.2 KiB

Quantile statistics

Minimum	-2214.92
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8323796
Range	8326010.9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	53170.759
Coefficient of variation (CV)	38.133889
Kurtosis	18816.158
Mean	1394.3178
Median Absolute Deviation (MAD)	0
Skewness	124.87559
Sum	44986269
Variance	2.8271296 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31786	98.5%
8759.26	1	< 0.1%
9748.37	1	< 0.1%
2124.42	1	< 0.1%
395022.21	1	< 0.1%
5646.11	1	< 0.1%
36503.14	1	< 0.1%
16995.9	1	< 0.1%
14465.74	1	< 0.1%
229914.92	1	< 0.1%
Other values (469)	469	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2214.92	1	< 0.1%
-659.77	1	< 0.1%
0	31786	98.5%
0.92	1	< 0.1%
9.12	1	< 0.1%
34.45	1	< 0.1%
121.64	1	< 0.1%
172.58	1	< 0.1%
242.19	1	< 0.1%
286.18	1	< 0.1%

Value	Count	Frequency (%)
8323796.02	1	< 0.1%
2547675.52	1	< 0.1%
1345442.96	1	< 0.1%
1196452.9	1	< 0.1%
1175774.34	1	< 0.1%
1057244.73	1	< 0.1%
1009028.65	1	< 0.1%
1002678.08	1	< 0.1%
797302.88	1	< 0.1%
779464.96	1	< 0.1%

Auto

Heatmap
Table

	ATM	ATMAmt	AcctAge	Age	Branch	CC	CCBal	CCPurc	CD	CDBal	CRScore	CashBk	Checks	DDA	DDABal	Dep	DepAmt	DirDep	HMOwn	HMVal	ILS	ILSBal	IRA	IRABal	InArea	Income	Ins	Inv	InvBal	LOC	LOCBal	LORes	MM	MMBal	MMCred	MTG	MTGBal	Moved	NSF	NSFAmt	POS	POSAmt	Phone	Res	SDB	Sav	SavBal	Teller
ATM	1.000	0.030	0.134	0.000	0.027	0.082	0.016	0.020	0.111	0.040	0.000	0.071	0.221	0.392	0.026	0.400	0.007	0.131	0.005	0.012	0.000	0.017	0.061	0.026	0.254	0.000	0.122	0.075	0.017	0.027	0.017	0.000	0.198	0.196	0.119	0.011	0.022	0.000	0.167	0.048	0.190	0.147	0.095	0.017	0.030	0.160	0.030	0.028
ATMAmt	0.030	1.000	-0.083	0.011	0.000	0.016	0.002	0.032	0.015	-0.094	0.002	0.000	0.367	0.000	0.238	0.527	0.479	0.000	0.000	0.019	0.000	0.015	0.011	-0.038	0.000	0.000	0.036	0.000	-0.040	0.011	0.006	-0.004	0.028	-0.140	-0.085	0.012	0.012	0.000	0.000	0.158	0.378	0.379	0.222	0.000	0.000	0.024	0.122	-0.002
AcctAge	0.134	-0.083	1.000	0.019	0.011	0.106	0.128	0.052	0.044	0.009	0.013	0.022	0.145	0.074	0.052	-0.013	0.061	0.131	0.013	0.019	0.026	0.044	0.053	0.078	0.041	0.004	0.031	0.053	0.035	0.063	0.074	0.012	0.090	0.101	0.058	0.032	0.043	0.000	0.058	-0.071	-0.087	-0.080	-0.028	0.000	0.026	0.025	0.014	0.012
Age	0.000	0.011	0.019	1.000	0.087	0.016	0.008	0.001	0.000	-0.001	0.423	0.000	0.007	0.010	0.017	0.005	0.016	0.005	0.302	-0.160	0.000	0.001	0.000	0.007	0.000	-0.144	0.004	0.014	0.005	0.000	0.005	0.248	0.009	-0.004	-0.008	0.007	0.007	0.000	0.000	0.006	0.012	0.013	-0.004	0.010	0.000	0.008	0.024	0.004
Branch	0.027	0.000	0.011	0.087	1.000	0.328	0.000	0.061	0.013	0.012	0.033	0.000	0.024	0.015	0.011	0.009	0.021	0.008	0.159	0.022	0.054	0.017	0.020	0.000	0.009	0.065	0.101	0.061	0.010	0.102	0.019	0.082	0.032	0.018	0.017	0.108	0.000	0.000	0.025	0.000	0.028	0.022	0.020	0.305	0.015	0.173	0.017	0.004
CC	0.082	0.016	0.106	0.016	0.328	1.000	0.018	0.410	0.067	0.017	0.005	0.048	0.098	0.110	0.007	0.000	0.022	0.010	0.033	0.007	0.177	0.177	0.089	0.022	0.020	0.015	0.147	0.088	0.006	0.178	0.055	0.006	0.115	0.116	0.067	0.169	0.010	0.000	0.094	0.019	0.005	0.034	0.035	0.030	0.049	0.068	0.011	0.019
CCBal	0.016	0.002	0.128	0.008	0.000	0.018	1.000	0.380	0.000	0.014	0.005	0.000	0.115	0.024	0.044	0.036	0.098	0.000	0.010	0.008	0.023	0.290	0.000	0.066	0.000	0.001	0.008	0.020	0.055	0.035	0.288	-0.014	0.023	0.071	0.046	0.077	0.314	0.000	0.000	-0.047	0.012	0.018	0.028	0.003	0.000	0.009	0.063	0.038
CCPurc	0.020	0.032	0.052	0.001	0.061	0.410	0.380	1.000	0.035	0.033	0.004	0.000	0.040	0.046	0.031	0.002	0.044	0.000	0.039	0.010	0.148	0.145	0.087	0.081	0.012	0.001	0.083	0.067	0.047	0.111	0.107	-0.008	0.179	0.170	0.102	0.233	0.209	0.000	0.032	-0.033	0.023	0.029	0.003	0.015	0.050	0.059	0.067	-0.004
CD	0.111	0.015	0.044	0.000	0.013	0.067	0.000	0.035	1.000	0.120	0.007	0.019	0.068	0.155	0.000	0.077	0.006	0.050	0.000	0.009	0.012	0.063	0.066	0.027	0.058	0.000	0.202	0.048	0.000	0.000	0.000	0.000	0.109	0.106	0.065	0.005	0.000	0.000	0.051	0.018	0.037	0.024	0.033	0.000	0.101	0.064	0.010	0.021
CDBal	0.040	-0.094	0.009	-0.001	0.012	0.017	0.014	0.033	0.120	1.000	0.000	0.000	-0.100	0.048	-0.062	-0.130	-0.098	0.015	0.002	-0.002	0.000	-0.012	0.036	0.071	0.027	-0.001	0.040	0.039	0.034	0.017	-0.007	0.010	0.066	0.114	0.070	0.000	-0.008	0.029	0.000	-0.054	-0.083	-0.081	-0.075	0.011	0.043	0.000	0.094	-0.048
CRScore	0.000	0.002	0.013	0.423	0.033	0.005	0.005	0.004	0.007	0.000	1.000	0.000	0.005	0.000	0.011	-0.001	0.007	0.000	0.084	-0.074	0.000	0.002	0.000	0.005	0.009	-0.076	0.004	0.006	-0.001	0.000	0.002	0.107	0.000	-0.002	-0.003	0.000	0.005	0.022	0.010	0.007	-0.006	-0.006	-0.004	0.004	0.017	0.013	0.008	0.001
CashBk	0.071	0.000	0.022	0.000	0.000	0.048	0.000	0.000	0.019	0.000	0.000	1.000	0.000	0.058	0.000	0.100	0.000	0.047	0.009	0.000	0.000	0.000	0.021	0.000	0.023	0.012	0.041	0.012	0.000	0.022	0.000	0.000	0.037	0.012	0.000	0.017	0.000	0.000	0.079	0.012	0.021	0.022	0.020	0.002	0.013	0.016	0.000	0.123
Checks	0.221	0.367	0.145	0.007	0.024	0.098	0.115	0.040	0.068	-0.100	0.005	0.000	1.000	0.353	0.560	0.737	0.795	0.322	0.018	0.079	0.082	0.063	0.018	-0.022	0.150	0.007	0.071	0.030	-0.033	0.128	0.076	0.003	0.046	-0.092	-0.055	0.075	0.026	0.000	0.096	0.133	0.232	0.236	0.297	0.008	0.009	0.088	0.087	0.452
DDA	0.392	0.000	0.074	0.010	0.015	0.110	0.024	0.046	0.155	0.048	0.000	0.058	0.353	1.000	0.044	0.358	0.017	0.308	0.011	0.047	0.013	0.026	0.114	0.036	0.340	0.000	0.185	0.116	0.027	0.034	0.016	0.000	0.270	0.276	0.152	0.040	0.020	0.000	0.147	0.041	0.085	0.054	0.073	0.012	0.059	0.078	0.036	0.237
DDABal	0.026	0.238	0.052	0.017	0.011	0.007	0.044	0.031	0.000	-0.062	0.011	0.000	0.560	0.044	1.000	0.473	0.723	0.035	0.000	0.212	0.000	0.038	0.007	-0.021	0.004	0.013	0.070	0.023	-0.026	0.015	0.045	0.005	0.007	-0.085	-0.057	0.000	0.036	0.031	0.011	-0.030	0.070	0.079	0.048	0.008	0.000	0.011	0.100	0.365
Dep	0.400	0.527	-0.013	0.005	0.009	0.000	0.036	0.002	0.077	-0.130	-0.001	0.100	0.737	0.358	0.473	1.000	0.780	0.245	0.003	0.047	0.044	0.043	0.038	-0.071	0.152	0.000	0.108	0.033	-0.052	0.042	0.025	-0.004	0.109	-0.173	-0.104	0.012	0.002	0.000	0.203	0.232	0.348	0.344	0.363	0.011	0.022	0.106	0.054	0.438
DepAmt	0.007	0.479	0.061	0.016	0.021	0.022	0.098	0.044	0.006	-0.098	0.007	0.000	0.795	0.017	0.723	0.780	1.000	0.000	0.003	0.131	0.021	0.064	0.018	-0.033	0.000	0.009	0.027	0.046	-0.031	0.046	0.083	0.003	0.033	-0.107	-0.064	0.035	0.055	0.000	0.015	0.144	0.246	0.254	0.262	0.000	0.000	0.000	0.086	0.464
DirDep	0.131	0.000	0.131	0.005	0.008	0.010	0.000	0.000	0.050	0.015	0.000	0.047	0.322	0.308	0.035	0.245	0.000	1.000	0.000	0.031	0.013	0.012	0.019	0.000	0.131	0.000	0.070	0.018	0.003	0.000	0.009	0.000	0.055	0.062	0.028	0.006	0.008	0.004	0.014	0.011	0.083	0.083	0.068	0.000	0.015	0.000	0.005	0.042
HMOwn	0.005	0.000	0.013	0.302	0.159	0.033	0.010	0.039	0.000	0.002	0.084	0.009	0.018	0.011	0.000	0.003	0.003	0.000	1.000	0.057	0.010	0.009	0.012	0.000	0.000	0.193	0.000	0.015	0.000	0.044	0.014	0.740	0.000	0.000	0.002	0.178	0.012	0.000	0.008	0.007	0.000	0.000	0.000	0.005	0.000	0.000	0.003	0.000
HMVal	0.012	0.019	0.019	-0.160	0.022	0.007	0.008	0.010	0.009	-0.002	-0.074	0.000	0.079	0.047	0.212	0.047	0.131	0.031	0.057	1.000	0.000	-0.000	0.000	0.007	0.015	0.753	0.064	0.006	0.013	0.022	0.013	-0.240	0.000	0.000	-0.006	0.000	0.018	0.023	0.000	-0.021	0.000	0.002	-0.014	0.020	0.000	0.000	0.019	0.057
ILS	0.000	0.000	0.026	0.000	0.054	0.177	0.023	0.148	0.012	0.000	0.000	0.000	0.082	0.013	0.000	0.044	0.021	0.013	0.010	0.000	1.000	1.000	0.016	0.000	0.026	0.015	0.014	0.011	0.000	0.173	0.024	0.000	0.000	0.000	0.000	0.066	0.026	0.000	0.000	0.005	0.000	0.000	0.008	0.011	0.001	0.026	0.000	0.044
ILSBal	0.017	0.015	0.044	0.001	0.017	0.177	0.290	0.145	0.063	-0.012	0.002	0.000	0.063	0.026	0.038	0.043	0.064	0.012	0.009	-0.000	1.000	1.000	0.034	0.013	0.023	-0.002	0.031	0.032	0.013	0.174	0.159	-0.002	0.034	0.006	0.008	0.067	0.065	0.000	0.000	0.005	-0.017	-0.015	-0.005	0.009	0.017	0.025	0.026	0.035
IRA	0.061	0.011	0.053	0.000	0.020	0.089	0.000	0.087	0.066	0.036	0.000	0.021	0.018	0.114	0.007	0.038	0.018	0.019	0.012	0.000	0.016	0.034	1.000	0.175	0.025	0.000	0.112	0.214	0.027	0.072	0.038	0.006	0.117	0.118	0.077	0.041	0.017	0.005	0.037	0.000	0.024	0.021	0.011	0.004	0.090	0.037	0.035	0.019
IRABal	0.026	-0.038	0.078	0.007	0.000	0.022	0.066	0.081	0.027	0.071	0.005	0.000	-0.022	0.036	-0.021	-0.071	-0.033	0.000	0.000	0.007	0.000	0.013	0.175	1.000	0.028	0.001	0.029	0.036	0.165	0.037	0.059	0.004	0.036	0.112	0.074	0.007	0.031	0.000	0.000	-0.037	-0.050	-0.048	-0.038	0.011	0.028	0.000	0.065	-0.024
InArea	0.254	0.000	0.041	0.000	0.009	0.020	0.000	0.012	0.058	0.027	0.009	0.023	0.150	0.340	0.004	0.152	0.000	0.131	0.000	0.015	0.026	0.023	0.025	0.028	1.000	0.000	0.060	0.033	0.018	0.052	0.000	0.007	0.097	0.099	0.052	0.000	0.000	0.000	0.062	0.010	0.047	0.037	0.028	0.000	0.014	0.085	0.006	0.100
Income	0.000	0.000	0.004	-0.144	0.065	0.015	0.001	0.001	0.000	-0.001	-0.076	0.012	0.007	0.000	0.013	0.000	0.009	0.000	0.193	0.753	0.015	-0.002	0.000	0.001	0.000	1.000	0.009	0.016	0.007	0.016	0.001	-0.075	0.000	-0.010	-0.010	0.000	0.007	0.009	0.000	-0.004	0.003	0.002	0.001	0.009	0.012	0.000	0.012	-0.005
Ins	0.122	0.036	0.031	0.004	0.101	0.147	0.008	0.083	0.202	0.040	0.004	0.041	0.071	0.185	0.070	0.108	0.027	0.070	0.000	0.064	0.014	0.031	0.112	0.029	0.060	0.009	1.000	0.098	0.018	0.000	0.007	0.000	0.162	0.158	0.095	0.000	0.008	0.000	0.068	0.020	0.039	0.025	0.060	0.009	0.072	0.151	0.082	0.022
Inv	0.075	0.000	0.053	0.014	0.061	0.088	0.020	0.067	0.048	0.039	0.006	0.012	0.030	0.116	0.023	0.033	0.046	0.018	0.015	0.006	0.011	0.032	0.214	0.036	0.033	0.016	0.098	1.000	0.096	0.054	0.040	0.004	0.121	0.119	0.077	0.038	0.017	0.000	0.025	0.000	0.012	0.018	0.000	0.029	0.036	0.000	0.004	0.024
InvBal	0.017	-0.040	0.035	0.005	0.010	0.006	0.055	0.047	0.000	0.034	-0.001	0.000	-0.033	0.027	-0.026	-0.052	-0.031	0.003	0.000	0.013	0.000	0.013	0.027	0.165	0.018	0.007	0.018	0.096	1.000	0.019	0.044	0.013	0.027	0.100	0.055	0.024	0.030	0.000	0.000	-0.017	-0.034	-0.033	-0.013	0.006	0.000	0.005	0.010	-0.027
LOC	0.027	0.011	0.063	0.000	0.102	0.178	0.035	0.111	0.000	0.017	0.000	0.022	0.128	0.034	0.015	0.042	0.046	0.000	0.044	0.022	0.173	0.174	0.072	0.037	0.052	0.016	0.000	0.054	0.019	1.000	0.289	0.000	0.076	0.075	0.054	0.183	0.038	0.000	0.013	0.000	0.000	0.015	0.013	0.015	0.000	0.004	0.018	0.059
LOCBal	0.017	0.006	0.074	0.005	0.019	0.055	0.288	0.107	0.000	-0.007	0.002	0.000	0.076	0.016	0.045	0.025	0.083	0.009	0.014	0.013	0.024	0.159	0.038	0.059	0.000	0.001	0.007	0.040	0.044	0.289	1.000	0.007	0.040	0.063	0.044	0.085	0.181	0.000	0.000	-0.010	-0.037	-0.034	-0.014	0.010	0.003	0.019	-0.002	0.039
LORes	0.000	-0.004	0.012	0.248	0.082	0.006	-0.014	-0.008	0.000	0.010	0.107	0.000	0.003	0.000	0.005	-0.004	0.003	0.000	0.740	-0.240	0.000	-0.002	0.006	0.004	0.007	-0.075	0.000	0.004	0.013	0.000	0.007	1.000	0.009	-0.008	-0.005	0.009	0.005	0.000	0.006	0.002	-0.002	-0.001	-0.007	0.015	0.000	0.000	-0.001	-0.002
MM	0.198	0.028	0.090	0.009	0.032	0.115	0.023	0.179	0.109	0.066	0.000	0.037	0.046	0.270	0.007	0.109	0.033	0.055	0.000	0.000	0.000	0.034	0.117	0.036	0.097	0.000	0.162	0.121	0.027	0.076	0.040	0.009	1.000	0.989	0.595	0.050	0.020	0.000	0.065	0.024	0.056	0.030	0.046	0.037	0.114	0.118	0.000	0.044
MMBal	0.196	-0.140	0.101	-0.004	0.018	0.116	0.071	0.170	0.106	0.114	-0.002	0.012	-0.092	0.276	-0.085	-0.173	-0.107	0.062	0.000	0.000	0.000	0.006	0.118	0.112	0.099	-0.010	0.158	0.119	0.100	0.075	0.063	-0.008	0.989	1.000	0.595	0.049	0.050	0.032	0.063	-0.064	-0.109	-0.106	-0.100	0.028	0.111	0.126	-0.108	-0.080
MMCred	0.119	-0.085	0.058	-0.008	0.017	0.067	0.046	0.102	0.065	0.070	-0.003	0.000	-0.055	0.152	-0.057	-0.104	-0.064	0.028	0.002	-0.006	0.000	0.008	0.077	0.074	0.052	-0.010	0.095	0.077	0.055	0.054	0.044	-0.005	0.595	0.595	1.000	0.032	0.032	0.021	0.036	-0.038	-0.067	-0.065	-0.058	0.017	0.070	0.068	-0.060	-0.054
MTG	0.011	0.012	0.032	0.007	0.108	0.169	0.077	0.233	0.005	0.000	0.000	0.017	0.075	0.040	0.000	0.012	0.035	0.006	0.178	0.000	0.066	0.067	0.041	0.007	0.000	0.000	0.000	0.038	0.024	0.183	0.085	0.009	0.050	0.049	0.032	1.000	0.084	0.039	0.016	0.000	0.000	0.002	0.016	0.026	0.004	0.000	0.000	0.012
MTGBal	0.022	0.012	0.043	0.007	0.000	0.010	0.314	0.209	0.000	-0.008	0.005	0.000	0.026	0.020	0.036	0.002	0.055	0.008	0.012	0.018	0.026	0.065	0.017	0.031	0.000	0.007	0.008	0.017	0.030	0.038	0.181	0.005	0.020	0.050	0.032	0.084	1.000	0.000	0.000	-0.016	-0.034	-0.032	-0.023	0.000	0.000	0.016	0.012	0.010
Moved	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.022	0.000	0.000	0.000	0.031	0.000	0.000	0.004	0.000	0.023	0.000	0.000	0.005	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.032	0.021	0.039	0.000	1.000	0.000	0.000	0.000	0.029	0.000	0.000	0.004	0.000	0.031	0.000
NSF	0.167	0.000	0.058	0.000	0.025	0.094	0.000	0.032	0.051	0.000	0.010	0.079	0.096	0.147	0.011	0.203	0.015	0.014	0.008	0.000	0.000	0.000	0.037	0.000	0.062	0.000	0.068	0.025	0.000	0.013	0.000	0.006	0.065	0.063	0.036	0.016	0.000	0.000	1.000	0.298	0.093	0.050	0.156	0.000	0.025	0.006	0.006	0.104
NSFAmt	0.048	0.158	-0.071	0.006	0.000	0.019	-0.047	-0.033	0.018	-0.054	0.007	0.012	0.133	0.041	-0.030	0.232	0.144	0.011	0.007	-0.021	0.005	0.005	0.000	-0.037	0.010	-0.004	0.020	0.000	-0.017	0.000	-0.010	0.002	0.024	-0.064	-0.038	0.000	-0.016	0.000	0.298	1.000	0.175	0.170	0.224	0.006	0.013	0.000	-0.070	0.128
POS	0.190	0.378	-0.087	0.012	0.028	0.005	0.012	0.023	0.037	-0.083	-0.006	0.021	0.232	0.085	0.070	0.348	0.246	0.083	0.000	0.000	0.000	-0.017	0.024	-0.050	0.047	0.003	0.039	0.012	-0.034	0.000	-0.037	-0.002	0.056	-0.109	-0.067	0.000	-0.034	0.000	0.093	0.175	1.000	0.996	0.339	0.000	0.025	0.029	0.000	0.046
POSAmt	0.147	0.379	-0.080	0.013	0.022	0.034	0.018	0.029	0.024	-0.081	-0.006	0.022	0.236	0.054	0.079	0.344	0.254	0.083	0.000	0.002	0.000	-0.015	0.021	-0.048	0.037	0.002	0.025	0.018	-0.033	0.015	-0.034	-0.001	0.030	-0.106	-0.065	0.002	-0.032	0.029	0.050	0.170	0.996	1.000	0.332	0.000	0.010	0.036	0.006	0.048
Phone	0.095	0.222	-0.028	-0.004	0.020	0.035	0.028	0.003	0.033	-0.075	-0.004	0.020	0.297	0.073	0.048	0.363	0.262	0.068	0.000	-0.014	0.008	-0.005	0.011	-0.038	0.028	0.001	0.060	0.000	-0.013	0.013	-0.014	-0.007	0.046	-0.100	-0.058	0.016	-0.023	0.000	0.156	0.224	0.339	0.332	1.000	0.000	0.000	0.000	-0.052	0.163
Res	0.017	0.000	0.000	0.010	0.305	0.030	0.003	0.015	0.000	0.011	0.004	0.002	0.008	0.012	0.008	0.011	0.000	0.000	0.005	0.020	0.011	0.009	0.004	0.011	0.000	0.009	0.009	0.029	0.006	0.015	0.010	0.015	0.037	0.028	0.017	0.026	0.000	0.000	0.000	0.006	0.000	0.000	0.000	1.000	0.005	0.017	0.000	0.018
SDB	0.030	0.000	0.026	0.000	0.015	0.049	0.000	0.050	0.101	0.043	0.017	0.013	0.009	0.059	0.000	0.022	0.000	0.015	0.000	0.000	0.001	0.017	0.090	0.028	0.014	0.012	0.072	0.036	0.000	0.000	0.003	0.000	0.114	0.111	0.070	0.004	0.000	0.004	0.025	0.013	0.025	0.010	0.000	0.005	1.000	0.083	0.022	0.008
Sav	0.160	0.024	0.025	0.008	0.173	0.068	0.009	0.059	0.064	0.000	0.013	0.016	0.088	0.078	0.011	0.106	0.000	0.000	0.000	0.000	0.026	0.025	0.037	0.000	0.085	0.000	0.151	0.000	0.005	0.004	0.019	0.000	0.118	0.126	0.068	0.000	0.016	0.000	0.006	0.000	0.029	0.036	0.000	0.017	0.083	1.000	0.082	0.044
SavBal	0.030	0.122	0.014	0.024	0.017	0.011	0.063	0.067	0.010	0.094	0.008	0.000	0.087	0.036	0.100	0.054	0.086	0.005	0.003	0.019	0.000	0.026	0.035	0.065	0.006	0.012	0.082	0.004	0.010	0.018	-0.002	-0.001	0.000	-0.108	-0.060	0.000	0.012	0.031	0.006	-0.070	0.000	0.006	-0.052	0.000	0.022	0.082	1.000	0.042
Teller	0.028	-0.002	0.012	0.004	0.004	0.019	0.038	-0.004	0.021	-0.048	0.001	0.123	0.452	0.237	0.365	0.438	0.464	0.042	0.000	0.057	0.044	0.035	0.019	-0.024	0.100	-0.005	0.022	0.024	-0.027	0.059	0.039	-0.002	0.044	-0.080	-0.054	0.012	0.010	0.000	0.104	0.128	0.046	0.048	0.163	0.018	0.008	0.044	0.042	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	AcctAge	DDA	DDABal	Checks	DirDep	NSF	NSFAmt	Phone	Teller	Sav	SavBal	ATM	ATMAmt	POS	POSAmt	MTG	MTGBal	CC	CCBal	CCPurc	SDB	Income	HMOwn	LORes	HMVal	Age	CRScore	InArea	Ins	Branch	Res	Dep	DepAmt
0	0.3	1	419.27	0	0	0	0.00	0	0	1	10233.72	1	106.74	0	0.00	0	0.00	1	483.65	0	0	16	1	11.0	89	63	696	1	1	B17	R	2	1170.06
1	0.7	1	1986.81	1	1	0	0.00	0	0	0	0.00	1	268.88	0	0.00	0	0.00	1	0.00	1	0	4	1	7.0	87	51	674	1	0	B2	R	1	446.93
2	4.1	0	0.00	0	0	0	0.00	0	0	0	0.00	0	0.00	0	0.00	0	0.00	1	0.00	0	0	30	1	8.5	97	60	640	1	1	B3	S	0	0.00
3	0.5	1	1594.84	1	0	0	0.00	0	1	1	425.06	1	278.07	0	0.00	0	0.00	1	65.76	0	0	125	1	7.5	145	44	672	1	0	B1	S	1	1144.24
4	6.7	1	2813.45	2	0	0	0.00	0	5	1	2716.55	0	0.00	0	0.00	0	0.00	0	0.00	0	0	25	1	6.0	101	46	648	1	1	B1	S	2	1208.94
5	12.3	1	1069.78	13	1	0	0.00	2	9	0	0.00	0	0.00	0	0.00	0	0.00	1	38.62	0	0	19	0	3.0	107	55	662	1	1	B7	U	5	6813.58
6	8.8	1	1437.57	12	1	0	0.00	0	0	0	0.00	1	391.63	0	0.00	1	94539.95	1	85202.99	0	0	55	1	3.5	128	57	659	1	0	B1	U	2	2237.69
7	9.3	1	1683.28	2	1	0	0.00	0	0	1	967.04	1	276.12	0	0.00	0	0.00	1	0.00	0	0	13	0	4.5	99	58	675	1	1	B5	U	3	795.85
8	0.8	1	190.03	1	0	1	5.65	0	0	1	11.47	1	1582.34	0	0.00	0	0.00	0	0.00	0	1	20	0	4.0	107	40	642	1	0	B14	S	3	880.25
9	0.9	1	462.12	4	0	0	0.00	0	2	1	9010.40	1	863.11	1	23.13	0	0.00	0	0.00	0	1	54	0	4.0	129	73	667	1	1	B6	S	2	1049.57

	AcctAge	DDA	DDABal	Checks	DirDep	NSF	NSFAmt	Phone	Teller	Sav	SavBal	ATM	ATMAmt	POS	POSAmt	CD	CDBal	LOC	LOCBal	ILS	ILSBal	MM	MMBal	CC	CCBal	SDB	Income	HMOwn	LORes	HMVal	Age	CRScore	InArea	Ins	Branch	Res	Dep	DepAmt
32254	3.7	1	16.38	3	1	1	14.9	17	3	1	5.10	1	388.76	2	97.2	0	0	0	0.00	0	0.00	0	0.00	0	0.00	0	31	1	7.5	102	25	640	1	0	B2	S	4	952.02
32255	8.6	1	46593.63	9	1	0	0.0	0	11	0	0.00	0	0.00	0	0.0	0	0	1	112306.85	0	0.00	1	47406.48	1	108200.42	0	45	1	8.5	207	70	721	1	0	B3	U	3	55203.58
32256	13.0	1	4062.53	16	0	0	0.0	0	8	1	5602.76	0	0.00	0	0.0	0	0	0	0.00	0	0.00	1	17094.72	0	0.00	0	41	1	8.0	107	69	698	1	0	B1	S	3	7383.58
32257	3.9	0	0.00	0	0	0	0.0	0	0	0	0.00	0	0.00	0	0.0	0	0	1	0.00	1	9912.78	0	0.00	1	178531.73	0	60	1	7.0	114	61	716	1	0	B2	S	0	0.00
32258	2.2	1	1037.98	2	1	0	0.0	0	0	1	44.67	1	72.64	0	0.0	0	0	0	0.00	0	0.00	0	0.00	0	0.00	0	12	0	5.5	95	55	760	1	0	B4	R	1	679.43
32259	0.6	1	1073.88	8	1	0	0.0	0	0	0	0.00	1	307.49	0	0.0	0	0	0	0.00	0	0.00	0	0.00	0	0.00	0	52	0	5.0	129	37	634	1	0	B16	R	2	978.54
32260	3.9	0	0.00	0	0	0	0.0	0	0	0	0.00	0	0.00	0	0.0	0	0	0	0.00	0	0.00	0	0.00	1	0.00	0	69	1	6.5	124	37	586	1	1	B1	S	0	0.00
32261	19.1	1	2139.59	7	1	0	0.0	2	0	0	0.00	1	1346.41	0	0.0	0	0	0	0.00	0	0.00	0	0.00	0	0.00	0	35	1	6.5	107	48	596	1	1	B2	S	3	3226.87
32262	2.1	0	0.00	0	0	0	0.0	0	0	1	4252.13	0	0.00	0	0.0	0	0	0	0.00	0	0.00	0	0.00	0	0.00	0	42	0	7.5	118	32	680	1	1	B5	S	0	0.00
32263	13.0	0	0.00	0	0	0	0.0	0	0	0	0.00	0	0.00	0	0.0	1	16000	0	0.00	0	0.00	1	14812.47	1	1536.43	1	22	0	3.5	109	39	600	0	0	B4	U	0	0.00

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII